{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Testing DataFrame shape: (150001, 4)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('../dataset/mimic_perform_non_af_csv/mimic_perform_non_af_001_data.csv')\n",
    "print(f'Testing DataFrame shape: {df.shape}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>PPG</th>\n",
       "      <th>ECG</th>\n",
       "      <th>resp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.410557</td>\n",
       "      <td>0.314453</td>\n",
       "      <td>0.717097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.008</td>\n",
       "      <td>0.400782</td>\n",
       "      <td>0.285156</td>\n",
       "      <td>0.720787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.016</td>\n",
       "      <td>0.391007</td>\n",
       "      <td>0.300781</td>\n",
       "      <td>0.723247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.024</td>\n",
       "      <td>0.382209</td>\n",
       "      <td>0.304688</td>\n",
       "      <td>0.726937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.032</td>\n",
       "      <td>0.372434</td>\n",
       "      <td>0.294922</td>\n",
       "      <td>0.730627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149996</th>\n",
       "      <td>1199.968</td>\n",
       "      <td>0.258065</td>\n",
       "      <td>0.279297</td>\n",
       "      <td>0.116851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149997</th>\n",
       "      <td>1199.976</td>\n",
       "      <td>0.262952</td>\n",
       "      <td>0.275391</td>\n",
       "      <td>0.115621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149998</th>\n",
       "      <td>1199.984</td>\n",
       "      <td>0.273705</td>\n",
       "      <td>0.279297</td>\n",
       "      <td>0.114391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149999</th>\n",
       "      <td>1199.992</td>\n",
       "      <td>0.290323</td>\n",
       "      <td>0.279297</td>\n",
       "      <td>0.114391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150000</th>\n",
       "      <td>1200.000</td>\n",
       "      <td>0.314761</td>\n",
       "      <td>0.285156</td>\n",
       "      <td>0.114391</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150001 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Time       PPG       ECG      resp\n",
       "0          0.000  0.410557  0.314453  0.717097\n",
       "1          0.008  0.400782  0.285156  0.720787\n",
       "2          0.016  0.391007  0.300781  0.723247\n",
       "3          0.024  0.382209  0.304688  0.726937\n",
       "4          0.032  0.372434  0.294922  0.730627\n",
       "...          ...       ...       ...       ...\n",
       "149996  1199.968  0.258065  0.279297  0.116851\n",
       "149997  1199.976  0.262952  0.275391  0.115621\n",
       "149998  1199.984  0.273705  0.279297  0.114391\n",
       "149999  1199.992  0.290323  0.279297  0.114391\n",
       "150000  1200.000  0.314761  0.285156  0.114391\n",
       "\n",
       "[150001 rows x 4 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df[['Time', 'PPG']][:5500].plot(x='Time', y='PPG')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('PPG')\n",
    "plt.title('PPG Trends')\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
